{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from ssb import NR\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "f_name = 'rx_2024_06_17_01_52_01_2565.0m.sigmf-data' "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "aSSB = NR(f_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6312, 2, 0.8760939680075698, 81892)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aSSB.read(end=30e-3)\n",
    "aSSB.search(2515e6,2615e6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rx_2024_06_17_01_52_01_2565.0m.sigmf-data:GSCN=6312  detect PSS 2@81892 with 0.8760939680075698 SSS 863\n"
     ]
    }
   ],
   "source": [
    "aSSB.sssCheck()\n",
    "print(aSSB.report())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x12f777590>]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.abs(np.fft.fftshift(np.fft.fft(aSSB.waveform100))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "aSSB.decimate(aSSB.gscn)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x12fa79c10>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.abs(np.fft.fftshift(np.fft.fft(aSSB.waveform))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from py3gpp import *\n",
    "import scipy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "mu = 1\n",
    "carrier = nrCarrierConfig(NSizeGrid = 20, SubcarrierSpacing = 15 * 2**mu)\n",
    "info = nrOFDMInfo(carrier)\n",
    "Nfft = info['Nfft']\n",
    "fs = aSSB.fs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "detected NID2 is 2 @ 81892\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "waveform = aSSB.waveform\n",
    "peak_value = np.zeros(3)\n",
    "peak_index = np.zeros(3, 'int')\n",
    "PSS_LEN = 128\n",
    "NRE_PER_PRB = 12\n",
    "\n",
    "start = 56\n",
    "pssIndices = np.arange(start, start + PSS_LEN  - 1)\n",
    "xc_result = np.zeros((len(waveform),3),dtype=np.complex64)\n",
    "fig, axs = plt.subplots(3, 1, facecolor='w', sharex=True, sharey=True)\n",
    "for current_NID2 in np.arange(3, dtype='int'):\n",
    "    slotGrid = nrResourceGrid(carrier)\n",
    "    slotGrid = slotGrid[:, 0]\n",
    "    slotGrid[pssIndices] = nrPSS(current_NID2)\n",
    "    [refWaveform, info] = nrOFDMModulate(carrier, slotGrid, SampleRate = fs/8)\n",
    "\n",
    "    refWaveform = refWaveform[info['CyclicPrefixLengths'][0]:]; # remove CP\n",
    "\n",
    "    temp = scipy.signal.correlate(waveform, refWaveform, 'valid')  # correlate over 25 ms\n",
    "    xc_result[:len(temp),current_NID2] = temp\n",
    "    peak_index[current_NID2] = np.argmax(np.abs(temp))\n",
    "    peak_value[current_NID2] = np.abs(temp[peak_index[current_NID2]])\n",
    "    t_corr = np.arange(temp.shape[0])/fs*1e3\n",
    "    axs[current_NID2].plot(t_corr, np.abs(temp))\n",
    "detected_NID2 = np.argmax(peak_value)\n",
    "timingOffset = peak_index[detected_NID2]\n",
    "print(f'detected NID2 is {detected_NID2} @ {timingOffset}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "rbSSB = 20\n",
    "scsSSB = 15 * 2**(mu)\n",
    "nSlot = 0\n",
    "rxSampleRate = fs/8\n",
    "\n",
    "if False:\n",
    "    cp1 = np.round(5.2e-6*fs * 2**(-mu))\n",
    "    cp2 = np.round(4.7e-6*fs * 2**(-mu))\n",
    "    timingOffset = int(35264 - 2048 - cp1 - cp2)\n",
    "else:\n",
    "    nrbSSB = 20\n",
    "    refGrid = np.zeros((nrbSSB*12, 2), np.complex128)\n",
    "    refGrid[nrPSSIndices(), 1] = nrPSS(detected_NID2)\n",
    "    timingOffset = nrTimingEstimate(waveform = waveform, nrb = nrbSSB, scs = scsSSB, initialNSlot = nSlot, refGrid = refGrid, SampleRate = rxSampleRate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# modulate about 8 symbols, only has to be at least 5\n",
    "rxGrid = nrOFDMDemodulate(waveform = waveform[timingOffset:][:np.min((len(waveform), 2048*8))], nrb = nrbSSB, scs = scsSSB, initialNSlot = nSlot, SampleRate=rxSampleRate, CyclicPrefixFraction=0.5)\n",
    "rxGrid = rxGrid[:,1:5]\n",
    "rxGrid /= np.max((rxGrid.real.max(), rxGrid.imag.max()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.95, 'SSS symbols')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sssIndices = nrSSSIndices()\n",
    "sssRx = nrExtractResources(sssIndices, rxGrid)\n",
    "sssRx /= np.max((sssRx.real.max(), sssRx.imag.max())) # scale sssRx symbols individually\n",
    "\n",
    "fig, axs = plt.subplots(1, 1, figsize=(5, 5), facecolor='w', sharex=True, sharey=True)\n",
    "axs.plot(sssRx.real, sssRx.imag, '.')\n",
    "axs.add_patch(plt.Circle((0, 0), 1, color='red', fill=False, linewidth=1, linestyle=':'))\n",
    "axs.set_xticks([])\n",
    "axs.set_yticks([])\n",
    "        \n",
    "fig.subplots_adjust(hspace=0, wspace=0)\n",
    "fig.suptitle('SSS symbols', y=0.95)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "detected NID1 is 287\n",
      "detected NID is 863\n"
     ]
    },
    {
     "data": {
      "image/png": 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E2AKFlWktCYUKIYQQW8D0ZGtCoUIIIcQW6NOTKVWsAoUKIYQQW0CLijWhUCGEEGILIoxRsSQUKoQQQmwHXT/WgUKFEEKILdBl/fRiO0hqUKgQQgixBUrCf0hf5rCEyr333guHw4GbbrpJfa29vR2zZ89GYWEhsrKycMkll6C2tvZw20kIIYQcFgymtSZdFipLly7F3/72N0yYMEH3+s0334w333wTL7/8MhYuXIg9e/bg4osvPuyGEkIIIYeDbq0fxqhYhi4JlebmZlxxxRV44oknkJ+fr77e0NCAf/zjH3jggQdw5plnYsqUKXjqqafwxRdfYPHixd3WaEIIISRVaFGxJl0SKrNnz8Z5552HmTNn6l5fvnw5gsGg7vXRo0dj8ODBWLRokem+/H4/GhsbdT+EEEJId6Mv+NZrzSAp4k71Ay+++CJWrFiBpUuXxr1XU1MDr9eLvLw83eslJSWoqakx3d/cuXNx9913p9oMQgghJCX0FhUqFauQkkWluroaP/nJT/Dcc88hPT29WxowZ84cNDQ0qD/V1dXdsl9CCCFEDwu+WZGUhMry5ctRV1eHyZMnw+12w+12Y+HChXj44YfhdrtRUlKCQCCA+vp63edqa2tRWlpqus+0tDTk5OTofgghhJDuhjEq1iQl18+MGTOwdu1a3WtXX301Ro8ejZ///OcYNGgQPB4P5s+fj0suuQQAUFlZiaqqKlRUVHRfqwkhhJAU0VlRqFQsQ0pCJTs7G+PGjdO9lpmZicLCQvX1a665BrfccgsKCgqQk5ODG2+8ERUVFTjxxBO7r9WEEEJIiujSk6lULEPKwbQd8eCDD8LpdOKSSy6B3+/HrFmz8Ne//rW7v4YQQghJCZ3rhzrFMhy2UFmwYIHu//T0dDz66KN49NFHD3fXhBBCSLdBz4814Vo/hBBCbEFEYWVaK0KhQgghxB4w68eSUKgQQgixBaxMa00oVAghhNgCo7uH7h9rQKFCCCHEFhhlCXWKNaBQIYQQYguMwoQ6xRpQqBBCCLEF8RYVShUrQKFCCCHEFsTFqPRSO0hqUKgQQgixBYxRsSYUKoQQQuxBXIwKlYoVoFAhhBBiC4zChBYVa0ChQgghxBZQmFgTChVCCCG2IC49mcLFElCoEEIIsQVxrh/GqFgCChVCCCG2IEKLiiWhUCGEEGILWJnWmlCoEEIIsQlclNCKUKgQQgixBbSoWBMKFUIIIbaAlWmtCYUKIYQQWxDn6qFQsQQUKoQQQmxBnEWFSsUSUKgQQgixBSz4Zk0oVAghhNiCeIsKsQIUKoQQQmyBMUaF6cnWgEKFEEKILaFMsQYUKoQQQmwBY1SsCYUKIYQQW8BFCa0JhQohhBBbQIuKNaFQIYQQYgsoVKwJhQohhBBbEDFm/dD1YwkoVAghhNgCrvVjTShUCCGE2AMu9WNJKFQIIYTYgrisH5pULAGFCiGEEFvAYFprQqFCCCHEFlCXWBMKFUIIIbYgfq2fXmoISQkKFUIIIbYgfvVkKhUrQKFCCCHEFjBGxZpQqBBCCLEF8RYVYgUoVAghhNiDuBgVShUrQKFCCCHEFtCiYk0oVAghhNgCxqhYEwoVQgghtiA+y4dKxQpQqBBCCLEFtKhYEwoVQgghtiDCRQktCYUKIYQQW8DKtNaEQoUQQogtYWVaa0ChQgghxBYwRsWaUKgQQgixBUYLCoWKNaBQIYQQYgviLCp0/VgCChVCCCG2IK6KCnWKJaBQIYQQYguY9WNNKFQIIYTYgvi6tFQqVoBChRBCiD1g1o8loVAhhBBiC7jSjzWhUCGEEGIL4mNUKFWsAIUKIYQQW0CLijWhUCGEEGILWJnWmlCoEEIIsQXxWT5UKlaAQoUQQogtiET0/9OiYg0oVAghhNgS6hRrQKFCCCHEFrAyrTWhUCGEEGIL4tf6oVKxAhQqhBBCbEH86snEClCoEEIIsQXGrB8aVKwBhQohhBBbEG9RoVKxAhQqhBBCbEGcLKFOsQQpCZW5c+fihBNOQHZ2NoqLi3HhhReisrJSt017eztmz56NwsJCZGVl4ZJLLkFtbW23NpoQQghJFcaoWJOUhMrChQsxe/ZsLF68GB988AGCwSDOOusstLS0qNvcfPPNePPNN/Hyyy9j4cKF2LNnDy6++OJubzghhBCSGlFp4nDE/qNSsQTuVDaeN2+e7v+nn34axcXFWL58OU477TQ0NDTgH//4B55//nmceeaZAICnnnoKY8aMweLFi3HiiSd2X8sJIYSQFBDCxOlwIKwojFGxCIcVo9LQ0AAAKCgoAAAsX74cwWAQM2fOVLcZPXo0Bg8ejEWLFh3OVxFCCCGHhZAlTlpULEVKFhWZSCSCm266CSeffDLGjRsHAKipqYHX60VeXp5u25KSEtTU1Jjux+/3w+/3q/83NjZ2tUmEEEJIQkSBN4fDAeb8WIcuW1Rmz56NdevW4cUXXzysBsydOxe5ubnqz6BBgw5rf4QQQogZ8RYVShUr0CWhcsMNN+Ctt97Cxx9/jIEDB6qvl5aWIhAIoL6+Xrd9bW0tSktLTfc1Z84cNDQ0qD/V1dVdaRIhhBCSFDlGBWDWj1VISagoioIbbrgBr776Kj766COUl5fr3p8yZQo8Hg/mz5+vvlZZWYmqqipUVFSY7jMtLQ05OTm6H0IIIaS7icSUilNN++nFxpBOk1KMyuzZs/H888/j9ddfR3Z2thp3kpubC5/Ph9zcXFxzzTW45ZZbUFBQgJycHNx4442oqKhgxg8hhJDeJSZMNJ1CpWIFUhIqjz32GABg+vTputefeuopfPe73wUAPPjgg3A6nbjkkkvg9/sxa9Ys/PWvf+2WxhJCCCFdRYtRiSqVSKT32kI6T0pCpTOBR+np6Xj00Ufx6KOPdrlRhBBCSHejqK6f2P+92BbSebjWDyGEEFtgtKgw68caUKgQQgixBYoao8KsHytBoUIIIcQWiOBZVqa1FhQqhBBCbIGxjgptKtaAQoUQQogtELLE5RQxKr3XFtJ5KFQIIYTYg7g6KsQKUKgQQgixBVqMCi0qVoJChfQIOw+04J53NqKusb23m0IIsSlajErsf9pULEFKBd8I6Srf+tsi1Db6sXZXA164jsspEEJ6nvg6Kr3XFtJ5aFEhPUJtox8AsGznwV5uCSHErqiVaZ2so2IlKFRIj+J1Jb7kwhEF1/97OR6Zv7kHW0QIsQuaRSX2P00qloBCxUbsbWjDffO+wt6Gtl5rgzuJUNm4txHvrqvB3z7Z1oMtOnqoOtCKl5dVIxTmSmuEmBFfR4VYAcao2IjZz63Aiqp6fPRVHebddFqvtMGTRKgcaAkAAJr9IfhDYaS5XT3VrKOC37y1AR9urEW/7DRMH1Xc280hpE8hW08cjFGxFLSo2IgVVfUAgK9qmnqtDV5X4pnMwRa/+nd9a7AnmnNUIfrvUGugl1tCSN9DFiXM+rEWFCo2Ill8SE/hcSexqDRrA+zBlq4Ptvub/Xh91W74Q+Eu78OKBMPRh24wFP29uroev397A5r9od5sFiF9AlmSMOvHWvT+yEV6jKz03vf0uZ2JLSr7JaFyOFaBP71fiZ+8uArvrq3p8j6sSDAWmxKI/X54/mY88el2vL/eXv1AiBmy64eLEloLCpUu0BbouZl69cFWXPDo53hj9Z7D3ldWWu8LlWQxKrLr51BL110/+5qiImd/s7+DLXufpvYg3l27F+3Bw7+mhEAJhKK/RcxPd/ZDIBTB959Zij9/yMwsYi1kTaLGqPROU0iKUKikyF8+2owxd87DF1v298j33TvvK6yursePX1h52PvKliwqPZmWJwZOAPB21vVzGBYVMWD7Q72b/bLzQAsWbzuguqCW7zyEjyvrdNs8tmArrn9uBV5aWn3Y3ycsKuJ3U3tU7DW0BbFk2wF83g3X7GurduPDjXV48MNNh72vrrC6uh61rG5MuoBpjApNKpaAQiVF7n8/+oD+1WvrOv0ZRVHwwAebMG9dYhP8oZYAWkxiCdq70XojW1SaejBuQT6uZK6fA1JcyqHDiFEJxIRBbwqVUDiCSx77Apf9fTGO/+2HWL+nAd9/Zim+/8wy1EsirKYhOuh2x+ArYlOEUGlsj/b7viY/rn56Ka5+aulhx6ts2NN4eI08DLbta8YFj36OaffM77U2EOsiB846aVGxFBQqXSSZZcDIF1sP4OH5m/HDfy83fb+pPYjT//gxLnz087j3sk3iSvY2tKmDUSrIpQNk68Xh0hoIJR0AWwLae5EkT4YDkuvncIJphQWnN4Npaxrb1ZibJn8Ii7cdxKHWIMIRBYekjKa2mMunrRtcP1qMSrSThUVl+/4WtAbCCIQjh73W0vb9LerfPT0b3VTbrP5d10SrCkkNvUWFyydbCQqVLpKKUGls0wamQCgSF4+wfk8jGttD2FzXHDfg5/g86t+hcASvr9qNirkf4e4316fcZtkFc6Cb4hYURcFZD36CiXe/nzB2p1V6PZnAOtBNwbSq6yfYexaVXYf0RfWEaACiwk77O9o37d3QVnF+A6FI7DqL/r9tnyYuDhyGAAT0QqWnLVZp0j23dPuhHv3uztLiD2GH1Eekb+JgerKloFDpgPZgGFvq4uuOpJLqK4uafy3eiWPvnIfnl1Spr22u1fa/t14/wGV4NYtKTWM7fvLiKgDAvxdXIVXkgWV/N1lUAuEIdh1qQziiYO3uBtNtZPEVSDC4tQXCOkFz6DDqqKgDdi9WaN1tECoNkliVhaoQd/5uDKYNhiM6YSSLk/1NXReowXAE1Yda1f97WgjK18eX2w/06HcLbv/fGpz5pwVxsUaCsx78BNPvX4DKXqxVRMyRLSouJ9OTrYQthYqiKKbxIGbcN68SMx/4BP9atEP3epqn810nm/VfXlaNiAK8J6WMyibtPQ16k3Y4og0GD36gZVocU5LV6e8XyCKhM66Vgy0B/PqN9UnjEuR97qk3L83f6u/YoiK7fYDDjVHpfYvKbkNfNLbFW1EAoDUYfb07XT9RoWJ+fe8/jH7duq9Z92Bvj7nW6lsD3ZK11BFyHy3Z3juLW764tBrb9rXg6qeW6u5hgTjvH31Vh0837+vVmB6ihzEq1sV2QuWpz7dj/K/fx9i73sO/Fu/scPt/fr4dAHDH6+sRlgIsUrGoyAN1Zcx6sm53g+rjr0xiUZGtIK+v2q3+3ZW1KmQLQ2dcP2+v2YOnv9iBv3+yNeE2osgYED84C+QYlUQWFaNwOpwYFdGm3oxRMVpUGiULh+wia1NdP4fX1nBEUeN/AqHEQuVwXH4b9+oH3bZAGM3+EE6972N84/EvUt7fwZYArnhyMV5ftRuRiIKqA61Jt5eFSmVtExp6uXqxUajIMTutgRC+888vce2zy3q6WSQBssgWj88ITSqWwHZC5aWl1aorYvmOjmdlsuXijdWaUEglRkUeqMV9caAlgIc+3Izrnl2GpVI7jBYVeWAPSUIp0YCfDNnC0JlYBeGuaEww6BnbsfOAuW9etl4FwuYPBhGfIoKHDydGxS/FavQ0S3ccxO3/W4ONNdFBfVCBD4A+TqnNxPXTlRiVcERRLU+ypSoQjuiEkczhBFFvrdOf3/ZQGDUNbWhqD+msgp3lj+9V4vMtB/CTF1fhofmbcdofPza1UqjfJwk8RQG27Ev9Ow8H4/VkdO+0yJayQBiKYo1aPnaBlWmti+2EijxIdCYY0AHNcvHkp9vVv91OresURcEzX+zAs4t2mLo/WhMEmf55/ma8v6FWd7Mks6h05vVk6CwqnRAqot3JCtzJD+8d+81nxPIDPJDAyiEe6COKs9Tv7qqV4XDTkxtag/jHZ9t1acSd5XtPLcWLS6uxZlc0XmdYUfR4ZLGnd/3EhEoXrD8//98aTJs7H59v2a87t8GwootRkTG62FJBFtxAVFwJgRUIRVLOApJX8RZxYHLgrxGje6ynLWathuPfXNesW6ladldqmWdav2ypa05odSRHnohZZdpeagtJDfsJlUBqQkUOBN1cp83g5IFhRdUh3PXGetz5+nqccf8CLNmmD/QzPuCSsddgUUn0MO6SUEkx60cVKkkEQyCsvbc9gUWlVerDYAKLinD1DC3MVGutdHVhQq3gW/KBLNHA+uRn2/DbtzZg5gOfxL23bMdBPPB+ZcJYG2N9mmH9MgEYLComrp+uVDv+7/JdCIQiuOLJJbrPB0ORhFawwwmiNlp92oNh3XUo/7185yHMfXdjUrEpW/g64wIzXoc9bTET94Pb6YDP40IgFMEOyV0luyvrpfPtD0VQ3xrAzAcW4uR7P2KRsV7CPD2Z58IK2E+o6CwqHQ8OrQniK/y6QT+ge/3aZ5fp3CCJLCpm7GnQz7iMD+Pi7LTY96Q+sMmf6YwLwDiImg0Mcj/sa/Kb1lNp6UR6snAz5WV4kJfhBdD1OBV5NpuIPfVtmHbPfNxhUrhvdcwasr/Zj20G98I3Hl+Ehz/aorOuyQzI8+n+H1oYFSqyhUNcg+GIoraxs8IzGI7gi6370RYI69yP/5birQLhiE4YyRxOjIoxM6ktGNZdU/IxPPjBJvxt4TYsqNyXcH+yFUn0SbJ+MIo5se1zS3bi+88s1b1vFAORiIIvtx/sMIj+Jy+uxLefWIyIScEf8SzITHOrLuFNUnyZXE25wSBU5AkIVwbvJXQxKgymtRL2EyqyRcUwQ2wzcTe0+M0FQcDkITt5cB4mDMxFY3sIr6zQ4llaDfvIz4jWRnE4gKeuPgEVwwpxz0XjAQB769t1D1njg3t0WY7p6x0RiSg6a0ZtJwpmCVN/WzCM+9+rxMS739c9mIF48WJWQ0IeHEIRxXQQEH2Y4XWhIDPaP/u6MKiGwhFdUGkifvnqWtQ1+U0Dqgfma2LjiU+3mX4+UTn6XKnuDRA9HkBvaWkzsVR11s31v+W78O0nluDRj7dADqf+ZJMmCJJl/RxOHZU410ucRUV7X8TIJIqVAfQWmrZgx1awRELll6+uw4cb69TA9wfer0TF3I901X7f31CLb/1tEf4w76uE+4/WKdqDL7YeUO+PUDiiXr9iwpHpdWFUaTYA4CspTkV2FTa0ypOXsE6gm7l/9jf7sbLq0GEFkZPk6LN+Yq9RqVgCWwmVYDiiC0iVH7LtwTAm//YDnHn/AlUoBEKRhLU4/KEInvx0G379xnr1AZqf4cWpI4sA6GdUrYYH/Lnjy3D51MH42azROGNUMV647kRcPHkAgOhgIM+4jGJqTOwBmWpMgPE46luDSQcRQD+gLt52AG3BsBp7oe7XKFRM3D9G15dZn4rv8nlcqhVia13qwZLyvpOJuY+TzfSlAfGDDbWm29QkqPBqHGjTPFGhIp8qs9ifzqYn7zwYdTVs2NuoOz5ZmCTL+qlvDXapqjEQL6bagxHd9Sn/LbZN5tKS+0r0eVKLiolQktkas369v6EWNY3tWFVdr763K1b/ZWeSzCL5PhXHcvkTi3H6Hz/GgWa/OmnxeV0YVRqdMFTWaJlQB6WFNHUWlWAEzdL5MAqVVdX1mHbPfFz01y9w1oOfdPn8kOSYuX7ohrMGthIqyYLxtu1rQVswjD0N7erDUh5gjSsPB0IR3P9+JZ7+Yocau5LudSEztp3sAmk1mJvLizIx9+LxuH76cPW1dI8LhZlRl4fs/jEOfGNiFpXoe51/oMnb5sQya6oOtCaNn5EHVHE8cXEChodqbWO8FcRolWpsC6pr3AjEftM92mx1s0mhvY4Q690A5rPzcESJiyEyIh9joqUBahsSCZVofwwrysS/r5mmq6Zq3L88iJtZVFZV1+PFL6t0D1Mxuzdarpp0cUCJs36ArrvUjOe+Pc71E+8Gkt2eoXAEb6/Zq5bxl4WNqCeTrPZN/P2r31bE36jXqkn/JnP9yO+JINilOw5hf3MA/1q8E21BzfUzqiR6jW6RxPShJDEq8nVkTF1fv6dBLX2wv9mvEzmk+5AliVrwrXeaQlLEXkIlgekY0Gc0qA+12PZetxMlOWm6z0azUqKfFxkrPo8L2TGhIj/0jNkSgwsyTNtXlpcOALpB3PgwloVKKpVXZcvHsH5R//rjC7di7F3v4cUvzavcihlmWzCsHoNxkUSjRaVNOtZQOIJfv7Eeb67Zo9vm8icW47T7PsY+qUqqODcZXjdGxgYBs+qe2/Y1q7NjM/xScK+Z6+fKJ5fg0r8vVv9PJiSAqNXAzFWVaFFHcb7+8u3JOGVkkfn+AyF8uf2grsprezDeQnb7/9bg9lfW6twLYmZebegDOQYmIFWmFSZupwOqEO5qyqy43sUxtRlcP+2mFhWtnz6u3IfZz6/A797eCEAvbIQVMZnrxyjmjPeGuJ6EOGo1sVi1JLHwyILaH9If2yeb9qn783lcyIu5b2UBIseoNOqESlj3DDBmBhqfS8JV3OIP9XqtmKMJ+f5iLK21sLdQkR6s8mxIPHCF2Mj0ulCUpRcq8qxHzFB9HnOLivje8qJMDC7IwAlDC0zbJ+IbEpWcH5Dnw7B+mepNlkrlVSFqvG4nhhRGhdJba/ZCUYDbX1lr+hkxyIQjijqQdJR5IQ8O89bX4OkvdsQ9DLbua0HAUI5d7Nfndaqz1c21zbqHS1N7EGf+aSFO+cPHCU22ZgHPCyrrcOGjn2NTbROW79SvEeMPxQuRRILWuJ1Z+rJftQxFb600tytumy+3H8S3/rYI1xsWqTQOvCKeRBZ0QiAZs6dkkRAMKarrpyw3Gm+Tn+FFv1ggtlkg9Z76Nt1SDmYIoZAfC3ZuD0YSZv2I9sjXg4gZEb/lNov2Gvvgs8371YFdnBdRa8cfCuuuAyHAmtWYEnnyob+nzZC394ciuravrK7H3vpouzPT3EiPufTaEzxD5EvFHzJ3/ew61Iq9DW1x11tLIIRwRMH0+xfgzD8t6JGqv3bAtI5K7zSFpIi9hEoS148cZNhmMBNneN1JhYp48GckcP2IWdw9F43HJz87A/mxma0Rn0dYY+JN6C9ceyI+uOU0eFxOtSpuKpk/YgBNczvjLDpGt5ZAflCLgcSYwWS06uhN/ckfA2Zr3vg8LpQXRVOUm/whXSxInTRgJ3LJ6IRKbBB5ZcVurKqux5ur96jtXTxnhradYXA0DgziejDWOtluEjgs9iViU9JNlloQRf2MKcRxMSCBeHdFc5LiewLZ9SMKzhVketVr2KyWyjce+wJfe/CTuCwns/YJa0J7MKyLE9HFnMRebw3Gv9YWDCMcUUzPoXwuNu5txJX/WIKbXloV3VdA//3+YEQn2PY3+xEMR9RrwNSiktT1o49RkbdVFKiWQZ/XpZ5X+ZwlKlLYHgyjWdr3nvo2tAfDOPfPn+L8v3weZ+VpDYSwqroe+5r8ONAS0AlV0nXMKtMyRsUa2FyoaA/F/SZuCPGgy0pzozBLLy7kcvriwZ8uuX7kAUVza8TPrmUy01yx79XP7IDow1ksUChM76nEqIgBOs3txCCDUBlaZO6KMkur7sj83lHcRaJ9qWZ1rxtetxPlRdGA2kSLu8lCcUFlHX703HLsa/LrhJP4WwyIIjbA4YDufCYSJsb/jf1hFCqKoqUbi3NkZlFJhDw7VxRFHeTlAd04uPs88fv3S8G0QpQWZnmRGxvgjemxDa1BVTy9vkrvpjNrnypUQmHT4GW5H2RXoZzunih9uj0YRigcQVsgrLpAd8UCiFWh5POq3yeLR0XRu03l8yXa0ewPYc2uesx5ZS3+MO8rXdn+VoP71+iyFev2ZHpdqkVFLuh2qMX8mPwhvejZXd8WC2YPYV+THwcNwrHFH8YCadHD7lgHiuizflJfgIT0JvYSKmp2TmxGJtdCMbGoiEEhI82Fwky9RUVGdf1IFhWzGBUhRBIhhIj8gBWzVDnWQczWU3L9xI7V64q3qCRaN8gs0NZopo5z/XQiEFXbV3xMgxh4j5HcP8ZtAP1g+92nluKdtTV48tNtuvaEIwpCYS2QcVdMqGSlueFxOdXCckZLSZxQSVCUzShU5OtJFSopLF4pH18wrKhiWHctGfrUGDsV/awmVL4+sT9OHFaAK08cgkyvEML649h5UDuOTzcnzoYS/aK6fgJh06wfuR/MrBptwXBC64M/FMHlTyzGqfd9pN5XwvLUZrDoBEKROJEpp8/L8THiHPtDEfzxvUq88GUVHluwFffO26hu06K77yJxQeAiYzDDq7l+5OM9mOiYgvpg2v3NAV1As9EV1xoI6VZnTqUOE0lCTKc4HFIdFRpULIEthYooKCYGMkAfYOhXZ9DRh0tWmhtF2ebuGkCLF0gUoyJbC5KRIQ0kzy3ZiVdX7opzJQDaIBgIR7CvyY+zH/oE//zMvACZekzSfoxCxSyVNRJRTNef6ShGRR4cjEJFCAOBzvVjECqilP5WyRUhD4BiRm60PhnbI8cHiNiAnPToQGcWZxA9BnNXkHHAqJJm+v/8bLsuA0RYUsyCaRPRZtIfgL4fjUG8xdnpcfuRC76NKM7Ci9dV4P8m9FeFsFFwySm7K6rqdfVHZDTXT6IYlZgY0GXzxB9TezCsy4qR8QfDWFVdj/3NAfXcN/ujMRvi8yKWyx8Kx4l1OfC4xcSaYzxeWSTI2Xn+UDhhRlyG14V06by2B6OxMolW/PaHwnH3gnxdG1e03nGgFet2a2nPxqxB0jWEJnFAs6gojFKxBPYSKoYHHaANfrJQ0SwqmssmmUVF4PO41EC/Zn8IiqLofOaZHbl+Yu/vqW/Dr15bh5/9d43OEiJQXT+x+iZf1TThv8t3Jd23vJ+SnHTd/szWhUlkbk6UnuxxRW99eTAXs//Tj+mHF649Mc7lJO9LE3PRPhCuGdnFo7OoxF5fWVWvvpbr88TFzPhDEdWiJdaWEefILM5A/l8YmtoMwlU7vujrb6/Zi9+8tQH3vLNR/Zzoj9RcP+ZuMzm+wRijUmxiUWlqD6mz/+x07Vr3JbCoCMEl+HBjfO2YiFRFN19y/ZilJOsqzppk07UGwgmzWVoCIVX4H5K2aW4PSRMNzSJqPHeyq1DvhtSuC3mNofYEgtDMoiLI8Lrgli1ywQia/CFdjSYZo+sHgC5w2VgteKGhxk+yTCXSeYT1xOlwqEqFFhVrYC+hYnjQAdrDVZ5ZqQOTyPpJc6MoK7FFRSDXUYko0QeYPChkdGBRERaXPfVtUBR9ZofsQvC6Nf+4GLDFgB6JKHjy0226YleAJFTcTricDhxTqq0KbbYuTCJzs3E2HoztNzcWNyB/Tgywkwfno2J4oTp4C0wtKrHBVIgJ2dojz57F8corTzf7Q3EWlYBkURHjiLCoCBEht0NRtJl7QcxykMj1I+pqCEuNyE5Jd7tU03Jqrh+pUquJ4AuFI3FCsSQn3qIix09lSJY48bdRcBlXvTbW+QD01ixdMK1J1o/OomIWo5LE9VMvxXnIWVX1bQFJKGkxKsb+kIWKfJzydvJ9ZSaWo8cQThh4K+5jzSIX1rXbiLGOCqC5IQHt2SOEz656vXBMZa0wkhhhPYnqFGb9WAl7CZXYQynT647LnDmQND05PuvHDJ/HhQyPS52JN/u1WaDb6dCtzWKGiGExK2+vi1GRgmlFqW7xUF+y/SB+9/ZG3PXGet3njbEuj1w+GQ9eOhGAua8/UUVR0Yf/XrwTJ82dj42xypxi8DIbYMVxGY9ffGc4oqgCQ7h+stOi+5OtPWYxKrJQaTERKmZm93iLipTaK8WGiOwsOVtF1xexYxUzYmEBkMVJKq4fs+BicVzR3/HnRKz9ZEaG1wWn5G7LSIuPgQI0i4pYOsBsgJbbJoJZ2+Iq08ZcO6F4cRLdPvq3opgXBgT0ri05jkPO+FJdP8FwnNtOtg616CwqHVsIdbWUQhFVIMhLKgCai1ZcP8mEl2in8RqUj0e0QVgRjcUQGaPSPQjriQMO1lGxGLYUKukel+Q+iSAUjugeNMbiUJkmWT9m+DzRgSHTq7l/xMOvo4yf6DbRz5k9xE1dPyGt3H5LIIxAKKLGF+w3pDT6JYsKEK3pcv7EAer7xjgVUSnUiBh43t9Qiz0N7fhkU3TNm7zY4CF/Tgx4Iv3Z49Jfbm0mAiAjmUUlpLeohCOKzvXT5A/FuX6a/aG4zCRNqMRmxCbrNgGSRSVBjIr4X8QYCCuPLE68rq4JFbMYlWaTmbWZRUVgvOYyErl+YjEbx8aKCTabCCLRRx6XQ7UaxlemjcQdhz6YVjsPNQ3xVhsjcsC0HDeT40vs+tHF+XRGqEjxSK3G9OTY540LTQrBJ1vkkgoVyfUjgp/NUo6Fe9lYI6ejhRRJ54hoSoUxKhbDXkJFjYNwqrNefyiCg60BnbI21q/I9LqQlebG6NJslOWmxwWFCnze6D6FBaFFsqh05PaJbhP9nNEq4HU7VVcCoM/6kf349W0BKVNCb4oOGIQKEC0jLdKpjXEqifzzxlLkYhAVs9y2QPwAKwY246AtBgnxGYdDG+RFbIXslpIHm4a2AOpbA3pXU3u8RcUsZTTbEEwr1wIR3+FyOlRBY1y3xvi6McZAjktxOBydtqq0m9QhASShYuKiS2bpM15z4vpqC8riL4y9MRFwbH8hVExilmLHnu7WaojEL0oohIrkwkoQd7MnwRIEMvLgX9coSgA4VaubPxS/iKhMItePTHsCi4o/FFZdvwOMFhVDjZz2YEQVqfmSW1ndVzCs3k9CWNaZWE2LEljHaFHpHiSdQouKxbCXUAlqoiHNrT3sjOmBRotKRpobDocDb9xwCj6+dTqy0s1Fhxj4stI0a4BaNK6D1ORou8y3MQ50ctZPQ5vkx28Nqg/3Zn9IV0nVWN9DIAbdfy+uwo0vrOxwMblEhbNEjQ6dyyKgt6jEuX5iA7OcmiwEmWZRSez6MYopM9ePWXGzHJ9b/b7ofuNjQ3welxovo9XViR6PEAetqutHf/0kOl8dIc/uzVxoZgIiL8OTcP/G60kcr9xv1Qej8VAZXpdasVi8v6WuGbe+vBo79reofZQu1RCJy/qJnR9/AtePfP72dsKiIgsV4Q71ydbQUATtBpehTKJgWkBbWqAtqFW3bTUUWhT3f7/sNF18lbiXZYucsP6YWbjkGBWRpXXIJJi4yFAIUnynsZ4LOTzkGBViDewlVMSs0PCwMw40RqtBlhRjIX/WiM8gVFr8IWlp+M5YVMy3MWaOyFk/snlcFiqKoncVaBYV/b6EdeGfn2/Hm6v3YFFswb5EAXxm66gActyC9uAXA14ii0q7YV/yYCMCXuWU43aD68fo9282cf2YlYvXLCrxWT9yUK8YiITLQqTaFmTqg2wPGNJLjQG0aSaDqBk6l4mJRcUsjTzX59HV9JCJd/3EpyeLdZMGF2QgS8QFxb7v+SVV+O/yXXh20U7JberUxWboK9PGW1QC4YhaAkD+3pqGqIBMJuJkF8i+Rm09LdmiKPqsLDdeIOjSkw0WldKYoAhHFPWaMa73pd7/Xreakg3EB9PK96GZUGmXYlRKcxNbwIzu5dLYMbUmsG6S1DCPUaFJxQrYS6hIM3evFKNiXKTNrIS+TKKgWDEDV4u+BTSh4utUjErnLCpeSWTJ9SgOtQZ0rg65+qe61o/L3KIiEEG5HaUnG4WMCKZVFG2g0lw/0ePqKEZFHnBlq5WwqsiBm/WtwbiZZpOJ68dspWBxzGlS1oaxTT6PSxVOxtWOVaESDMfFNwGJhWUiXCaF59p1FpXo36I/5fp8uUksKpmGpRGEJUCOIxIui7wMj85lCWjXwtZ9zdoaRm6XLtvFrI6K0R3TajjPgGbpShZjI6NaVLwu9RoOhCNqu8SCnjLifEWkYG1BiSRs2gPx6wDJFpXMNLfOpZNpCKZtD0ZQH7NslpocT2N7SA3QNntfYHTjiXWajjbXT/XB1oQ1Z44kuqwfun4shU2FilOblYXCcYFtxgJfxrVwEtXGMFpUmtq1YNqOaqgA8QOL9n1GV4KUnixZVBokiwoANLbFp/YaZ/vxQkUUUjN/OAZCEYQjSpzbRa5NI0SMiKlI6PoxiB5ZqLmcDrXPhCVBHshli4ron5aAiUXFxPWjWlREMGQouevH6A4TqeqhiIK6Jn/cw864vk9HQkWtS5IgtkPL+on+LosNdk5HdLbfeYuK3pUFaOInO92jZlqJ7xHxQdv3t6h97/MmESrB+GBa+fv0aeDR38mylmREgLnP65Liy7Ssn6KsNFXwCQLhCILhSFzlYSAauCpizcyCpf2hiFSewKWzqIjrIl0Kpm1QLSrxxyNb3PolOd7COKESs6gcRa6ffU1+zHxgIS79+6Ie/245RgVMT7YU9hIqUmCr7PrZE/OXu6QCToBsUdE/8BNlchhjVLoaTGvEOMDLWT9yjMqhVn1pbjmgNhAOm7ZdLggGdCxUgKggMFpc0j1OtV2tgbCukmhHWT9qjIrh+EXbVKES1AuVFtWcHn2gmwXTmrl+cpIUfFPdg7LrR7ioDK4fQF8PQxBvUYk/r/KYqq1GbO6qaA5EiweKfhg7IBdFWWmYNDgfTmfiYN24YFqTRS/FPrPT3apFRQhMYcnadahVFb06i0ooootHWbrzIKbd8yFeWlqt+15xLZnFPXXaotJoEqMiuX58HpeaeWb8brMKy7k+T5zFTBdMGwxLGXtGi0rs+pGErLBslpi4oESwdabXpbo0zUjk+jmaCr6t2VUPfyiCTbXNpoUmjyRqZVoH05Othi2FSrrXpRvsxfLtw2IL4YnttDV6DBYVkyJecsaKcFu0pJye3Mlg2tj3H2oN6vz49W1BnYVF5/rpIJhWIFwBycp2m5ltvW6nlFWiX9AtM4FFRcR+iCBSo2XAGFArDzjN/pAWFxALUAxFlLg4DnPXT+IS+rLVLZHrJ9fnUUVttaGqKxDfx7KFRQgUuUqvsV6L/F1A9GHaGghLAZlp+PRnZ+Cl607UHYeRuGBa6fyIQGvRt9lpbk1gx4RRo1QoT5SmT/M41fLxgVBE187qg22obfRj2c5Duu9tC4R1hfRkklkYZMR5jcaIaRZFYS1J97hMVyVvC4RNvzcvw6MKDVWIGoNp1RgrlyomAROLSiiiuskKM+MtO0IsZ6a5E1pNo5/Vt19YznqqhP7+Zj8Wbtp3ROM2KqWKvGarj3c3Da1BNUZKHBdL6FsPewkVafalPuyCETUDQazYq8Wo6INBBWYzWDljRWzfJFlUkj2gBJ0Ppo3+X2dYk6W+NaBbGK3RpAZJvFDRz/BUoRI0t8AAiIvpiW7n0i2qKKwdbmnG7zVUpq1vDeCiv36OX78ZLU5nHFiFUBHH4TcMOOK89ZPM7UZhYiZUklpUdDEqTt1rwgTv87rVFFVzi4q5qw7QXGTiWhPflagdghZ/SHOlpbvhi5VxN/s+QSLXD6C50ZrbNdePENgRJfr98ox3w95Gta2y5SvRKsgybcGoS86swnxnLSoCfdaPZi1J8zhNU4NbAyFTS05HFpV2g0VFuH5c0vUsXz/1UqxPuuF8iGswK4lQkdcJE5TlJY9ReXftXvzlo83qAHz/e5W45LEvEmbsdcQdr63DVf/8En/7ZFuXPl99sBX3vvtV3HNJZpNUOXjbviMrVGoa2nHCPR/ih/9eDkBy80gxKglWPSB9DHsJFdUN49LVURE1HYb1i5aVF4uMJVr12Jg5A+gzVmTXj3iQd7RyMqB/CMrEZZHEtjEWhttT365zfcgDjVkdFSBJMK0hcFRmv4k7xet2SmvJaGnZmbHUbrPv3nmgFSur6tUYIWOKqeb6iQXTGtw6otR7TrpbjWcxZuCYiaq4GBWTWh8+rxSjYpKdJGbj1YfMLCoGYSmdPzHgyUXERL+0maRJC5r9IS2exDCgJbao6LeT+1cci+z68XlcqsWnuT2ks05tjAmVdI9L7Tegc26J1kBYDVg10lmLisB474rzle7Wx5HovtvEoiILlfZg1FUpW9aiMSqa61KIoAxpQiJb5ESMSl6GJy7LS8RNZaW74+43gc/r0mUGel1O9d4zi1FRFAVzXl2L+9/fhPV7oufmxaXVWL7zEFZWHYrbvjO8u64GAHDvu1916fP/+Gw7Hl+4Ff9evDPhNpXSaujbpIUZjwQb9zYiEIpgVXUDAEMdlaN4sZ/9zX5c9NfPk54Hq2EvoWJSmbbZH1IHs2H9orNckU4oruH4YNr4bks3ESrN/pBaLyHf5CFqhtmMy2jVEN9fY5i5GE2pcjBtIqGSYxQqhlWJzYSKWdyHzvUTCKvVTeW+M8aoGIkXKvrqtMYBZ0/MZZfpdavWAKNbymwdI1FHJd3MkiGlsKcncP1keF3qsZq6fpIE04rsqPwML7570lCcNLwQp44sim+H4Vg37m1SrTfG69EYvCswimOn06H2sRiEGyUrjcOhVVVu8od0QleIyXSPE06nI6WKu60J3C/RQoqdS90W+LyaNVRR9C4hc4tKEqEiXa/GDDJ5McsMr+b6keshmVpUfN44i4og05vcoiLvO8fnUc+FmRhsbNNcnxv2NkJRFDVerTPF9MyQBbC8ZlJnEXFE1SZWRgAIhiPYKq0wvvUIu37EpOVQayDm6hRZPw5VkPd1mfLF1v34/dsb4mLvkvH05zuwsqoev3pt3RFsWc9iS6Eiu352HmiBokQHWjHLbQuG1ZsuO90dNzM1df1I5vBMVajIJuHOCRWzwlWJBj5jtpJxFVw5mFZz/ZhbLQQNhmBas6UDjJVYgaiYUgdByfUjD5YdCpWOgmkN2RtiMcCsdG0AMHP1ANqg4pIGa7O1fpKmJ8vWliSuH6OFQ+7zETGr3fDiTPz6/LF4/toT1QEpmVCZ/fwKfLYlulxBvCsyQRaaiStRLaMf1BeRE30tBF9do9/ULC6OO5XFFhPFieQkqQGTCGMdI+Gq9HmcuhgVYdpvDYQ6DKZtDYbjapX4g2GtBlKaWxWY8rNAWJb2N/vV9GMzi4ogM82NrATuXZ/XpVtAMsfn1s6VSYyKbMmrrGlCayCsxquJxTFTRT6nxoDoziAmMImK+e080KLLyuus66c9mLwCcSIOxjL+whEFDW1BzaLigGoV6+sGld+8uQFPfLodb6ze0+nPhKWD6kq/9UVsJVSECd8nBdPu2B+94cty03XBhntjsxKzQlJmdVQSuX6EK8VstmeGmYuooywSszYC+vgB41o/gjjXT+wzwnpQaPLwN41RibOoxAcid7Qoo1Gk5UjBtIqixA04wqKUleZWZ4NCqBgDGvvHRGh2ulta2VgEQyaIUTEEW6oWFek9s4dyssq0Pz9nNP53fYVunSVjGjSgr6NiJM7Cl8iiYhKcrbnnDK6f2D7F+appNB9shLAwE9SJaA2ETeMmhLspFTKljD1AEypRi4p2rRZKRfnEOZXrz+RIFpXm9hC2SDN9ICryhfjI8LowfmAuMrwuTB6cr24j+kJMatI6KAgpZ1YZ8XmiMUfis7k+j1T3JhwX4Cpb8r6qadTVU+qKUFEURWeB3bC3IeV97I8JA+OiioLKmmgfCyvt9v3NuurZZoQjCs5+6BOc9eAnalBsZ5HdwAda/FrWj7RNqsG063Y3YN3u1PumKwTDEWyNuceW7zzYwdYa8oRw6xF2r/UUthEqiqKoAaKyn3t7bIn7stx0XUl1IVRKc31x+zKbwZoJleb2kFrXpLMWFbOA2jjXj2FgEqXPjejTk80LvhmPJTrzUCSLihZDIBbp22+W9eNySsG0IRgXJDT7biPxFpXoZ5/8bDtO+P181actRJ8YSDLTNNePMSVa0D/Xp9snYO76kcWsMci1VXX9aLNd8ZyVdVGiLC0gOgBNGVKgE1Jmlp1k6eFGd1wii4rZtZRpqE4rx6gAWr8Jt5pRSKSr1qjOC4y2YAKLSron7px3xBmj+8Hh0FYiF9e40fUjiqe1SK6fAukelC0qv31rA678xxLd98iDXIbXjbJcH5b/6mu4/5sT1NfFeROCWVhdEllUirK8cLucpq46Y7HInHTN9SMXURTIlrzKmibVEgpELY0Hmv3qffjf5bvUCVMi/KGIztphFocWbYuC11buxg4Tt41mUWk3zRyqjK20Pn1UP7idjuhzNkngbbQdfuw40Iqqg62qBbWzHJSO4UCztp6bs4vpye3BMC792yJc+rdFPWKp2LG/RbWSLdvR+bgj+VxvkrKsrIxthEowrKgDm5ziKNwn/XN92sAVCKuzgjKTrATTGBXpgSsyOw61BlDfogXZdQazFOVkMQ+APoME0GaO+oJvYdN9Ga0c4YiCzXXNWFVdDwAYKokg8fA3df3IwbRy+fFULCoJXD9A9IEl4n2Mi8RlprnjligwWopEH/WThJeIJTBz/ZjFqGhZPy74PIYMDUnQJrKAOR0wXdBSfI9cGVV8p7z9dyqG4CczRuKEoQWGz3cu60e0PXossawfqeAboJ0vNaMqO01XTVW0tTPp9uqxBEKmD3ajRcXjiu8bmaKsNNWiIe6BRtWi4tRNBopjbW6Tav7IlV/zMjxx51dGDGA+j0sVlT6vy3Rx0NrYcgBiGYlEMSoiw8koosX3AFq/ykIKiF/vR3b97G8O6GbOK6vqMf2PC3DN08vw3JKduPXl1Xjow82xbf245aVVmPr7D3HD8yvUzxizt8yspgCwcNM+3PTSKvzi1bW614NhbWFGfyhiupaRCPqdMCAXg2PPle0duH/qpISBHQfi48GScVBnUQnoK9N2oeBb9cFWtATCaAmEu+xeSwU5lXtzXXOHYlMgH7ewYlkd2wgV+WHkMzHPluWl62ISNItKcqEizOs+abAQ1Sn3N/vVdVM6G0xrNgtOVEJfMDA/Q/eQF9aDJr94cGizSqNV4/gh+bh86iDc+X/Hqt9z23/XoC0YxglD83HaMf3UbYuyo8fQmWDaJhPXT1eDaY0MzNNbkLLSXHELRRoHgzPHFOOX547BXV8fq75mGkwb1Ba5i3P9mGQECQZLdVESCcs0t36gEwwtjIqonQdb1baI327pvP54xkjc/LVj4DSInUQWFTM3gxr3oBaRi14jov/EZ4RQz/G5dUJYiKLOZOuI85fI9WOMUcn1Jb9HrjxxsOa2i/WpGBzTPC6dpalIzZjRrv2S2MrnaW5nLJi248dfsmw90XZhicg1WFSM960QT2YBtcaq1jk+t2nws8AYxL1k+wH172Z/CE3+EL7ccRAb90YHu2Ux18HLy3bhlZW7Udfkx1tr9qrn37jaen1rEEETV4uYwOw0iAZjELuZS3TdnqjLZNyAXAwrisZqbduffCDd16xZXKoOJBc1iqLg3bV7sTO2nWz5PdDsR0Q9nK5ZVOQYQGFxNLJw0z68smJX53eahE2GgOYVnczmOkSLinURD0qX0wGPKz4NuCzXpz4UQhFFXazNLP5D/qxwjciDbGFWGpwOzS3gcOhLzCdDDCSyGImvTKt/ePbLSsNlJwxW/xcWh8a2EOoa2zHltx9i9a4G0305nQ7MvXgCvndKuWr1WV1dD6cDuPv8cWolTY/LgYLMmEUlQcE3ebbeJYtKgvRkIwONFhWvOy5l1yhyctI9uPa0YZg4KE99TV1UzqyEvs71Ey3FLsywGR594CMADCqQLSrm5ytRLElZbjoKMr0IRxQ120Kr2qu1zbgWjHYc8cIZMBe9GdI58oe0Y9JcP9E+Fw/i7DSPmg0HaOco2Zo1ggJJLJhZLbLT9eX/zeK4HA7gV+eNwcWTBuCHpw9XXxd9Ktqf7napcSnZUr0SWagUZXrxyOWT8NcrJsMjBX/LnDA0X/d/sorSRsuJqIwrXjdaUUti4s7MoiLOi2xRATShJK/PBGiZNWK7JdviYxjCEQVfbo++/tXeJrQHw3Hp9EJwNMSsrwPzfaoFySwwXaSp1zW16+JLjK6ivYaBfF+TH7WNfjgcwJiyHAyPXVMdBdTKFhWjODKybOchXP/cCtz68upY+7XPxltUoqQSo6IXKvFCLBSO4Pp/L8ct/1mdME7npaVV+MWra00tjHvq23QuPGFREZPLzrp/DkrrvXUle6svYh+hIuJTYnUQjH7kAXk+3UCyI6bKzSwq8oArHsbyDNvldOhmnDnpnrjgzkSIB1M/ae2Sjha5G9YvmkHyreMHwukAvjamBEB0lrRk+0HdKsOJZt+AZroGgAkD83Bs/xzkZ3pxx/8di99fOF5NJTV7gHldTrVEe1SoaFU9BbLVx2yQSBSjYiROqJgU0jKKHLN9mRVak0uy+6QZc7OU5my0qHhdTl3hsrisH0/ywmwOhwNj++cA0GadQjCJTLRkwdjyOc2Q+sHc9aOdI7lOishGEedYzIiz040WlZhQke6LRC4b4YpJmPVjiFExc4+mu134/qnD8MClx+n61az6b3lRJq47bRhuP3e0znIkKh+neVw4Z3wZZsTuD+M1eO/F43HvJRN0ryVzcRnPszFGxTg5KTFYVOS6NekmMSrR74/+f8UTS9SZuqJoE6lTRkRT27ckCJoUcR2hiIKNexvjBthtsVgTYVHJy/CozzThFveHtGBeYaEJhhXdzN24ppYx9mR97LouL8pEZppbFb+yy0pRFKyoOqSrGyNnNu40yWp8b32NWmBOBLmKMg2JYlQckAKrTXTKwZaAajmSqdIFMDfhJy+uxILKOvzzs+045pfv4pUVu1WX6g4T6084ouDn/1uL55dU4bdvbdC9t3ZXA6bfvwDffnKx+tqmWM2Zr42NXq/CddYRsnVrd31bjy9VcCSwjVBxOoDJg/MwfmAugPgH3eDCDKS5neoFXH0wekOXJQmm9bqc6gBofGjJA1dnM34A7cGUna6VNE9W6RSIFqpzOR247xsTse7uWTj/uP4Aon5n4wwqWRxArtROObvhmlPK8a0TBsXFZcjoXT8h7Iv5uGXBII7DmcDCZHQNmc08gairy7id0fVjFCZm68Akq0ybbqjAKir+OmNLJcjvFWZ5dTPvRFk/yUTi2P7R61I8jIRQue8bE3BVxRC88qOTE35WtqhkdGBRyZTOker2SXOr7iS1Hk2rlrY8PJZSLX+XfH0nshYWxK6nVim9VBYH2en6Kq5mrp9E8TdG61x6bALyi3PH4IppQ3TWPXVBRWNgsEGEfGPKQAwp0F9byWLLjPe8sDiKYzL2S3GO3qKSmaYVeRNtE25b4UoU5/NAS0CKMwmgPRiBwwEcH7MAdcaFsWZXg2rpEBYxERQrYlRy0j2qZWp/sx+VNU0Yf9f7uO2/a9DUHtQN1nIdJ6M7uMbg+hHXtbjORXFN2aLy0IebcfFfv8B98yrV1+okoVIlWVTeXrMXJ/zuQ/zgX8tx2ROL4Q+F1cytAy0BNPtDuvozB1r8anVlXXqyoY/+tXgnTvnDR7jw0c9Va5RAdrf9a/EOvL5qD+6bV4lXV+5GIBzBAx9sUt83s7hsl9xczy2pwvo9DdjX5MeCyjr86PnlCIQiWL+nEU3tQbQHw6rYOW98GYD4DB5F0eIu5deMq7mblVCwGh3XdT9KGFKYqXvYy4OJwxGdpTscUZ+wnHGRzKKS7tEGZ+NDsDg7HUBU4Xc24wfQHkxZsbVXGtqC8a4fXaVTj843n+F1q4FiEUWbAQmSxRbIg/mUIflx7yfz6cuDd7M/rPpTJ0muFiFEMqWsGZkGQ0CfWbE5ID6YNksSdQJ5/2ePLVXjA2RM1/oxSWEHtIdkfoYXDodD5/opyPTqLEeJgmmTraI8bkDUoqIKldjAPrxfFu6+YFzCzxm/T7bcJQumbZFSyGVRZ7RMxceoRD8vu0Sz0z2mWSJDCjMB7MP6PQ2qxagg06vO8nN8brhdTowbkIP9TYE4SxmQOA3aaBE1igZhkdh5oBUjirNix67v/wyD20ksSeByOtQBoL/JREX7TmOsmC/WNqeuDer3qVarmDjxuuB0ONDkD6nn6hfnjsHZ40rV2DD5HFYdbEVDqzb5KM1JT5jxZ8bq6np1AD1pRCFeWbFbtT6Iwn/C+vtVTRP2Nwewfk8jAuEI/rt8V9zx1jX6MTY6J4pzBxtdP8KiMi52HYhrak9DG9qDYRxqDeDP86NC7OkvduDEYQV4aWm1TmzsPNgCRVEQUYDfv70B/lBUrG3b14InP92uDuSKEu/yeGdtDd5ZG62863E5NdePpPC27mvGHVKRtCXbDmBquRa4Los04XKsrG1SrWKycNt9qA3/WVqNCYNyMbo0esxrdunTmv/x2XZ8tbdJFVCCbftacLA1agEqzk5T27C7PtpX6R4X/KEwLvjL5/CHInj8yikYVZoNIPrcEK7soYUZ2HGgFXsb2jCmLAdWxjYWFSPyw71/rk/9X37gZXhdcZVbo591xt7XisHFW1T0GQadRX2YSeW2jQOfHBA7zJDxE22LU7WcrI+ZQ685pRyPXzk5NniYIwuiyUPy4t5PVvMimp4cfX/J9gM42BJAdpobkyXBI/afKCVVDCiC/nk+PPCtifjuSUPjXpfJSnPHzV7l47z3kvGm3ycGlPaYaTsS0WYjYu0mccyiLLl4IOgtKmm6vkloUUlSJE3MNDfubcTynYcQig2UnakzIg8gsr3M7LO6gOf2eKFiFHzZ6R4MzPep15O4zmWLSiL3yFljS+B1O7FtXwtWx0zpsvgUA/mrPzoZC26bbnqvJUqDTrbwIwDMGFMMAPh86341oDDdcB8Zz6HZvsvyEsfiGNsmFpoU3+Pz6p8lAiEG5Uq1Yl+5GR6cMbpYFZz7DNk3a3c3qGJ2RHFW3L2QjM+27FeD3E8eHnUZbTdaVHxuNRZqf7NfZ/H49+Iq3f5qdRaVaDvF+d0rxWi0BcJYHIuhGTcgep0XZnqRk+6GokTb8Kf3NWtEXoYHj368FR9X7tNZNdqDEdQ1+bFwUx32NLQjL8ODey+O3tuPfLRZF8PxVY25m2R0aTZ+dvZomFXQ/2TTPt22a3aL0vsK2gLhuIKaQNSdIy8MK/jP8mr87H9rcNOLq9TX1sb2J0T7W6v3YsPeRricDvSXhP+Wuma8s2YvAGDW2FIUZnqR6/OofQUA89bV4KuaJmzf34JLHvsCy2MLgQq3vNftVC2he7tYqbgvYV+hIj3Y5IwN+eFemptumqUhPuvzuvC1Y0swIM+nlkEX6F0/nbeo9I89GAfm+xK7fqS2D+unH9yBqFlTPGyED/rscaU4e1xZ0u+Wb0Qzl1eiQcPtdMDpdKiCTAyApx5TpHPniId1js+ji1n48JbT8PiVU+LSbgHg4skD8fWJ/XWvyWuviPWRJg7M021zyogi/PWKyVg058yEFi1xPIoSjUN5f0Mt9ja0IyvNjdFlekGyMjbQitmRPAgVZXp1lgijIBHbJnP9DCnIQHaaG4FQBJc89oXWxk5kpsjnRb5ejdlBgCaEWw2uH4FRqOSkR60ekwblw+nQBmPZ0ug0uUeAaPDv9JhlQKwjI1ePFQLJ44oVSpOOQ43P6qxQMfTtkMJMnH5MPygK8MXWaEaMUSDL/SYXNkzXPQOSWFQM3znIYFGR9yNbK0UckE9aiiGRIBUuaMHa3Q1YVVUPADhuUF7cffqLc0fjeyeX49dfP1Z9bULM3S3cKPkZHhwbGyyNQiXX50FRlsju82NzXeJgTDPXz3ExC+qynQfx1ppoNdXnluzEwZYABhdkqNYBh8OhPru21DXj/fU16r7qW4MJg0B3HmjFczHB9I3JA/Gt4wdhdGk22oMRVdwDWtCv0dX9+JVTcP7E/rr05HW7G/DvxTuxMCZUZsZE7tpdDfjf8l044/4FGHPnPNMKx4kQ5+2rmiY1rXhtzKLy3ZOGoijLq2aLzRpbgi/mzMAV06IJEZW1TXh/Qy0A4NzxZXA4HGrw8Web9+OVFbvw6Mdb1O9q9odw7bPLsPNACw61iCVbPKrINlq3rIh9hYr0oBtapAkVeWaWKLPB69IeLueOL8Pnt5+JSYP1rpKuWlTOG1+Gf373eNw2azQqhhfC53GpsxCt7dpDzVhDRTDZ0B6j792MY2PmwUQz5EQZEMJSctLwIoyOWRwAYPqoYt12Ewfm4Xsnl+O2WaN0mTYjirNx9rjShO2SY3w8LgdcTk2IZcZqWwwpzNDNStI9Tpw7vsxUcKnbSP3YHojg4Zjp+bsnDVVn+5pFpR4AVAGToZuNe3WDoFGQnDisEFPLC3DZCYMStsXpdODX54/FeOlcOxwdF8mLfl/nb2M566epXV9DBYh3/Qgx8Y/vHo8Ft56hBvfKxdOMLjtButuF8yboxXGBdC5zDFYwcRwOhzaw+xJYoYx9bCairzxxiP4zhm1kcVCUwKLSP0HV5+h36tsmrBti4iNPgHKl/hKZVZlerf5Ponvu1rOOAQD1uli7ux6rd9UDiIqCHIPbc2RJNu78+rE4XhL9Ewbm6p4T/fN8akp8Q1sQh1oCajBtTrpHtS7ta/Jjcyyg872bTsONZ47A8H6ZOOvYaHCnvCiqCKadOaYE540vQzCs4McvrMSGPY34e2w15h9NH66buIiA2rfW7EFjewjZaW7VIhMwpEaLek7/W74LH1XWAQAunxZNVz/HZAL2VczlLdKggei5FK4yoa3DEQU/+Ndy/Oq1dVhQGRUqPzh9OByOqBD76curdfVbHA59hePOsLKqHuGIolrCjhuUh68dqz3vzo9NxIRF+dlFO9DQFkRRlub2EdaR37+zEbf8ZzU21TbD5XRgwa3TMX5ALg62BHD3mxtUi3B+hld99u1taEdbIIxrn12GmQ8sxEtLqzqsCNzXsLFQ0R4Mgwu0m1i+kaaP6gczRCpqMv9wcRctKm6XE2eOLkGuz4OfnjUKq+86S3U3aG3X2mjm1weAacO0B5XP4+pU3YvbZo3CD04fhjdvPMX0fTlNFdAe1FrMjguPXzkFOelupHuccf3ndjlx59ePxayxpSlVdpT7T8zexcAiHtIOhwMnjdCsWkJMJsPj0hYn+2BjLTbsbUSG14VrTimPO0YRzzFGWFQM6ehyvINxACvI9OI/P6jAN49PLFQA4JIpA/HSD05U/1cUmFr0jOgsKh1sayZU5EBkY1yF+D873aMW6QL01hpj8J7WLidmjCnR9VW+zvVjXAogup28REFC108HRRAB4MzRxTrhZ9xGFpeyS0rn+kkidGXhU5DpVdv6jSmD8OqPTtKlU8sWlUzJoiIsVIMSTCSunz4CX/5yBuacMxoA8PmWA2osxnGD8uBwOHTxQsIFKu9vUH6GLuasf54PPq9L/dz971eqgiTH51HvrdW7GtAWDMPrcmJ4v0z89KxRmP/T6ThjdHQCsqe+DSuqDiEYjqgxSkVZXjx8+SScNLwQEQX4yYsrUdfkR//cdFw8eaDu2MTA/EHMejBtWIFqOTAi3L8vLauGokQFkRi8zSY5wqIyvFjb39gBuer9JK7eTzbti6t4O2VwvromFwB8LSbMAKC8MFMtGim7TMV1ZpbduXznIVTWNKEtGEaG14Vh/bJw7vhom7PT3OqETvSHsNycO75U3d/w4njL+UWTBmBoUSb+9K2JAKKuPXEsBZle9fxWH2rFdf9ahg821GJLXTN+/r+1eG6JtVZWtrFQ0Q5dFhxfSSZH44xMMGFgHt668RTc940Jpu8DQEl217J+jJjVHtELFfMH3LTyQvXvwQUZnRrwCrPSMOecMbosD5mJA/N0N6IQP/Ksf2hRJt67+TS88+NTYwHF5pilqyZCnnkLS4z4btkCcNJw7Zg97o6P1+FwqIPLPz7bDgD45pSBusF0guRScjqAkSUiMFP73kKj6yeJi6cjMrxuTB6c1+F2MvL1kMgNI+8fiA4yTWoApdb2SYPzVKsJkLiWjYwuzdnQD1lpblwqWZIKTWJUjMfh82oVazsTo+J1O03dXC6nAw9ddpx2LAZrkV5smk8mEq2jFW2b1ga54rHL6cCkwfm6e1e2qp52TD+UF2Xi3PGluPuCsfjf9Sfprl3jMRRnp2NsbCAUi+sNKvCplg85TkUIolyfRydajpeEiji/wiX03JIqLIvFOERjVMRaPFG30LB+mWqgMaBZixdu2oeL//oFLv3bIjVDpTDLC5fToZ7zzbFMnMumDo57ll143AB4XU613tRJw4sSxtBdeeIQnVXoxjNHqH8fUxL/vBJBuPIzSBZr4jbZZlgK4KJJA+B0OnTPgFu+dgw+vnU6po/qh1+eN0bt7wuPGxC99hzAzV8bCZfTgXNMRNPynYfwwpdVsWMshMvpwCkjinD3+WPx+P+bol7jxufudyq08UeORbzguP54/+bTcM9F0fickcVZGJjvQyAUwdux2Jb8TK/qnv1y+0F8unk/MrwunB5zxa42BPb2dWwrVNITxKjMiuWsX33y0KTFnsYNyE36EJddP7kpWFQ6g9vlxNeOLcHU8gJMHJhrus3I4ixVIA1OITMgGT6vSw0EAzSrhjGtuCzXZxo7I5NKRUizWYrq+pEGnwrpYW+MH0iEeEiIGdi3p+nFqTwrjijmi/IVZaUZXD+Hd1vdfs4YANANLslIZd2d44fmI93jxFc1TfjX4h0A9GIk3ePCnVJ8Q6JaNonIz5TS0WP32PdO1ixU4QgwvF8mBub7TNYsEkHqmkUlYdaPdH4TlawHog//574/Dd89aahqCVA/Z7CKCeTy78nctrJA78hiWSy9f0xJNj6+dToumjQQWWluTBmS3+FEItfnUV0uADC2TLvvdUJFetacMqIIPo8LkwbnqWnMclv/9K3jcHvMUiPISffEFRYcWaK36BonICuq6lHfGs1OFEJj5pgS9RnrdADfPF5vTRHt/vY0rVDlySOKdEt2yLhdTvz87FHqvuXCjQ6HQ43JMcazleWm46dfOwbTR/XTDfwOg+3xtdkn4zcXjFUtVxdPii4aOm5ADsaU5aC8KBNPXz0VM8aUqILn3PFleOI7x+OxK6fgzNEl+PznZ+L+b05Uz7WIj1lRdQgvL68GAHwvZq11OBy46qShOFmyAsuieGC+DyOKtX6Xn6ffqRiCY0qyVeHncDhwRswqI1ZYz8/wxGWsXTx5AL4Vs+pabbFC26QnG5FddLJF5a6vj8X5EweYKuNUyM/wwuNyIBhWDsuikognvnN80vedTgemlhfgvfW1nYpP6SyTB+eraXbigXa4A3NXEOX85YG0LNeHW886Bs3+sG5GlIzJg/Px4cao6fmEoflxbrZRpdkYUpiBnQdadVVLjTEqmd7usagAwNTyAnxw82mdPgZjqn0yynJ9+PGMkbhvXqVqrjcG0J51bAmuqhiCzXXNKac1njOuTI1JEO0aXJiBiyYNwKsrd+OM0f3wg9OHAYBulg7o1xESfyfKlJLXQEqWyQZEB0B5QBAYA6IFcsxNMgEhv5dIqNw2axT+t2IXbpwxMmkbO8OfL5uE7z+7FJ9vOYAzx2iiS46jka1jj1w+CW3BMDLT3LqYBCH8s9Lc+N7J5Xjow02quyHH54k7lmMMbgc5UWB0aTaGF2ehNCcd3542WDeBmDGmBG+v2YszRhUndKH9aPpwvLVmD4qy0nBMSRY21SY+l2ePK8P8n56us/gJrjppKL49bQg+37ofb67eo75+8oiiuBg/QH+fnDKiCMcNylMDgQHgm8cPQla6G6eOjHf///LcMfjB6cPiBJuwYPTP86GuyY8ThxVi3e4GVfiO7Z+DimHmlrNomxw4dWQRPt28H7+7UF+SYFhRJi6eNADphhW8BWeM7od/LdbcOQUZ3rjSGlPLC1X3/bZ90VTvzlja+wK2FSpDCzMxtDADZbk+3Yyyf54vpZS/RDidDgwrykJlbZPOYtOT/HjGSIQjCv5fhbkLqytMGpyHp2NJKarrpwtC5eQRhfh8ywFMk+oUpIKIFRlqGKRuODO1AeGxKyfjyU+34911e+Nml4KXrqvAn+dv1qVJG1Nbs9LdcDiirpdkacidxTiLTYZsGTh5RBG+qmlKGoR77anDsHjbQXyyaR8cDuhmp0D0gdlR7RYA+OM3JuC2/67Bz88ejXPGlWL1rnp8fUJ/7KlvQ7/sNN1D8E/fnIhfnTdGZ7kwMrxfFhyOqMVBiIVEFpWIZJKbe7F5+nlHZCSIUekKiYTK7DNGYPYZI0zfSxWf14Vnrp6KzXXNGCVdH+J5lZ3m1ok/p9OhWhydTgdumzUKb6/Zi0ulWCmv24nJg/PVzChR8G1Ang+769tQkOlVK6MKZPfd908dhm9MibeWAMDPZo1CmtuJG5Pck8U56fj41unR2iaxoHjB41dOwa/fWI/ZZ2hWzURu6eiK2g6dy70oy6smCBiRi6Dd8X/Hxr3vcjrwfxP6x70ORPsymVt7QL4Pq6rrMbZ/Lm48cyQeX7gVa3bV4/ZzRncoDB6+bBL2NrSrWVnydz5w6XEJP1cxrAjZaW41/bw4Jx3pHhe8LqcamDx1aAHyMjxwOKJi/EBLIOGyHH2NIyZUHn30Ufzxj39ETU0NJk6ciEceeQRTp049Ul+XMl63Ex/ecnqnS9t3hb/9vynYU9/W4YzvSDG2fy6evOqEbt2nPOsQfvmuCJU/XzYJr67YjYsnD+hSO6aP6od3fnyqLliuK3hcTlw/fTiunz484Taluelxg6EuviEWSHn3+WPhcjpScsV0Bzk+D9xOBzK8Lvz0rGNQmpOuCwA04nE58czVJ6jxDp213Bj55vGDcMboYvVhNzTmR//LtyfHbet0OpKKFCAaTLh4zgwUZHpx4/MrASR2a33z+EFYt7sBN5w50nTG3Bnkc5h7mFbPER24OrsLt8sZZ+USBRA7Oo+JRNO08kJNqMSK8L1382k40OzHoPyMuPgfp9OBey4aj931rbhoUuL7d0hhJh741nEdHpM8URzWL0u1qM0cU5w0G9CMYsnlXjG8yDR2CYg+P15duRuXTx0cZ0U9XK6qGIpWfwiXnTAIQ4sydUXjOiI/09ul+9HndeHl6yswf2MdGtuDuCBWnVzOnhIWlgF5Puw61IZt+1rsLVReeukl3HLLLXj88ccxbdo0PPTQQ5g1axYqKytRXFzc8Q56CKPpubsZWpSpPryPFoYUZuLWs46Bomj++86k0BopykrDtacN6/T28swAiM6gjLOOnqQ0Jx2njixCUVaaOph+p2Jor7Ql1+fBE985Hplp0QKEnelXh8ORUsXkRHT3g064FbSsH/Nr67hBeXj9BvPstM6ir6MSfxxmBeiM/OGS8Vi641CXBXd3cPyQfFx54mBMLU/sVkjGhEGa0BMBzqIydiLk2JLuJCvNjddnnwyPy9ml57OcNj9+QOLnw/kT+2PKkHxTN9LhMrW8AFPLe35SPro0R63zlIzh/bKw61Abtu5rTklE9SZHZKR+4IEHcO211+Lqq6/Gsccei8cffxwZGRn45z//eSS+jvQwN5w5EjfOGBlXVfNIkmjA6i2cTgf+dc00PJjEHNuTnDG62DIPnc4gAhKTmdgPl3SPC/dcNB6/vWCsznXzi3OjLsA/Xzapw31cesJg3P/NiUd80pMMt8uJ3104Xq3HkSoVwwoxuCADY8pyki7C2FOMLMnu8gTP6XTg7LGlGFyQgUtPSCymHA4HBuZ3LhvSysy9eDw8Lgeev3aa+poWp2KdgNput6gEAgEsX74cc+bMUV9zOp2YOXMmFi1aFLe93++H368VDmpsNC99TPoe00cVY+aYYjWS/EiSn+lV1yMhRz/XTx+OMWU5mDX28ILaO8LMMnDdacNxxbQhccXvjlbSPS589NPToaBzdXv6Oo//vymWChQ9klw+dTAuO2GQri9EnM/WfS2JPtbn6PZpwP79+xEOh1FSoveRl5SUoKamJm77uXPnIjc3V/0ZNOjID3qkeyjI9OLJq07AWUd4MAGiGQxFWWm475LEtWvI0UNehhcXThqQcF2oI41dRIrA7XLGlRmwMhQpGsa+oEWlC8yZMwe33HKL+n9jYyPFColjwsA8LP3lDD6ACCHkMBhVko3vVAxJKbOwt+l2oVJUVASXy4Xa2lrd67W1tSgtjZ95p6WlIS3NGpHHpHehSCGEkMOjMCsNv+lE+YG+RLfb+rxeL6ZMmYL58+err0UiEcyfPx8VFRXd/XWEEEIIOYo5Iq6fW265BVdddRWOP/54TJ06FQ899BBaWlpw9dVXH4mvI4QQQshRyhERKpdeein27duHO++8EzU1NTjuuOMwb968uABbQgghhJBkOBQlleXhjjyNjY3Izc1FQ0MDcnJ6r6AXIYQQQjrPkRq/j558NEIIIYQcdVCoEEIIIaTPQqFCCCGEkD4LhQohhBBC+iwUKoQQQgjps1CoEEIIIaTPQqFCCCGEkD4LhQohhBBC+iwUKoQQQgjpsxyREvqHgyiU29jY2MstIYQQQkhnEeN2dxe873NCpampCQAwaNCgXm4JIYQQQlKlqakJubm53ba/PrfWTyQSwZ49e5CdnQ2Hw9Gt+25sbMSgQYNQXV1t+3WE2Bca7As97A8N9oUG+0IP+0ND9EVVVRUcDgf69+8Pp7P7Ikv6nEXF6XRi4MCBR/Q7cnJybH9hCdgXGuwLPewPDfaFBvtCD/tDIzc394j0BYNpCSGEENJnoVAhhBBCSJ/FVkIlLS0Nd911F9LS0nq7Kb0O+0KDfaGH/aHBvtBgX+hhf2gc6b7oc8G0hBBCCCECW1lUCCGEEGItKFQIIYQQ0mehUCGEEEJIn4VChRBCCCF9FtsIlUcffRRDhw5Feno6pk2bhi+//LK3m9Qj/PrXv4bD4dD9jB49Wn2/vb0ds2fPRmFhIbKysnDJJZegtra2F1vcfXzyySf4+te/jv79+8PhcOC1117Tva8oCu68806UlZXB5/Nh5syZ2Lx5s26bgwcP4oorrkBOTg7y8vJwzTXXoLm5uQePonvoqC+++93vxl0nZ599tm6bo6Uv5s6dixNOOAHZ2dkoLi7GhRdeiMrKSt02nbkvqqqqcN555yEjIwPFxcW47bbbEAqFevJQDpvO9MX06dPjro0f/vCHum2Ohr4AgMceewwTJkxQi7hVVFTg3XffVd+3y3UBdNwXPXpdKDbgxRdfVLxer/LPf/5TWb9+vXLttdcqeXl5Sm1tbW837Yhz1113KWPHjlX27t2r/uzbt099/4c//KEyaNAgZf78+cqyZcuUE088UTnppJN6scXdxzvvvKP88pe/VF555RUFgPLqq6/q3r/33nuV3Nxc5bXXXlNWr16tnH/++Up5ebnS1tambnP22WcrEydOVBYvXqx8+umnyogRI5TLL7+8h4/k8OmoL6666irl7LPP1l0nBw8e1G1ztPTFrFmzlKeeekpZt26dsmrVKuXcc89VBg8erDQ3N6vbdHRfhEIhZdy4ccrMmTOVlStXKu+8845SVFSkzJkzpzcOqct0pi9OP/105dprr9VdGw0NDer7R0tfKIqivPHGG8rbb7+tbNq0SamsrFR+8YtfKB6PR1m3bp2iKPa5LhSl477oyevCFkJl6tSpyuzZs9X/w+Gw0r9/f2Xu3Lm92Kqe4a677lImTpxo+l59fb3i8XiUl19+WX1t48aNCgBl0aJFPdTCnsE4OEciEaW0tFT54x//qL5WX1+vpKWlKS+88IKiKIqyYcMGBYCydOlSdZt3331XcTgcyu7du3us7d1NIqFywQUXJPzM0doXiqIodXV1CgBl4cKFiqJ07r545513FKfTqdTU1KjbPPbYY0pOTo7i9/t79gC6EWNfKEp0QPrJT36S8DNHa18I8vPzlSeffNLW14VA9IWi9Ox1cdS7fgKBAJYvX46ZM2eqrzmdTsycOROLFi3qxZb1HJs3b0b//v0xbNgwXHHFFaiqqgIALF++HMFgUNc3o0ePxuDBg4/6vtm+fTtqamp0x56bm4tp06apx75o0SLk5eXh+OOPV7eZOXMmnE4nlixZ0uNtPtIsWLAAxcXFGDVqFK6//nocOHBAfe9o7ouGhgYAQEFBAYDO3ReLFi3C+PHjUVJSom4za9YsNDY2Yv369T3Y+u7F2BeC5557DkVFRRg3bhzmzJmD1tZW9b2jtS/C4TBefPFFtLS0oKKiwtbXhbEvBD11XfS5RQm7m/379yMcDus6CwBKSkrw1Vdf9VKreo5p06bh6aefxqhRo7B3717cfffdOPXUU7Fu3TrU1NTA6/UiLy9P95mSkhLU1NT0ToN7CHF8ZteFeK+mpgbFxcW6991uNwoKCo66/jn77LNx8cUXo7y8HFu3bsUvfvELnHPOOVi0aBFcLtdR2xeRSAQ33XQTTj75ZIwbNw4AOnVf1NTUmF474j0rYtYXAPDtb38bQ4YMQf/+/bFmzRr8/Oc/R2VlJV555RUAR19frF27FhUVFWhvb0dWVhZeffVVHHvssVi1apXtrotEfQH07HVx1AsVu3POOeeof0+YMAHTpk3DkCFD8J///Ac+n68XW0b6Epdddpn69/jx4zFhwgQMHz4cCxYswIwZM3qxZUeW2bNnY926dfjss896uym9TqK+uO6669S/x48fj7KyMsyYMQNbt27F8OHDe7qZR5xRo0Zh1apVaGhowH//+19cddVVWLhwYW83q1dI1BfHHntsj14XR73rp6ioCC6XKy4yu7a2FqWlpb3Uqt4jLy8PxxxzDLZs2YLS0lIEAgHU19frtrFD34jjS3ZdlJaWoq6uTvd+KBTCwYMHj/r+GTZsGIqKirBlyxYAR2df3HDDDXjrrbfw8ccfY+DAgerrnbkvSktLTa8d8Z7VSNQXZkybNg0AdNfG0dQXXq8XI0aMwJQpUzB37lxMnDgRf/7zn215XSTqCzOO5HVx1AsVr9eLKVOmYP78+eprkUgE8+fP1/na7EJzczO2bt2KsrIyTJkyBR6PR9c3lZWVqKqqOur7pry8HKWlpbpjb2xsxJIlS9Rjr6ioQH19PZYvX65u89FHHyESiag35dHKrl27cODAAZSVlQE4uvpCURTccMMNePXVV/HRRx+hvLxc935n7ouKigqsXbtWJ94++OAD5OTkqKZxK9BRX5ixatUqANBdG0dDXyQiEonA7/fb6rpIhOgLM47oddGFwF/L8eKLLyppaWnK008/rWzYsEG57rrrlLy8PF008tHKT3/6U2XBggXK9u3blc8//1yZOXOmUlRUpNTV1SmKEk23Gzx4sPLRRx8py5YtUyoqKpSKiopebnX30NTUpKxcuVJZuXKlAkB54IEHlJUrVyo7d+5UFCWanpyXl6e8/vrrypo1a5QLLrjAND150qRJypIlS5TPPvtMGTlypCVTcpP1RVNTk3LrrbcqixYtUrZv3658+OGHyuTJk5WRI0cq7e3t6j6Olr64/vrrldzcXGXBggW61MrW1lZ1m47uC5F6edZZZymrVq1S5s2bp/Tr189yaagd9cWWLVuU3/zmN8qyZcuU7du3K6+//roybNgw5bTTTlP3cbT0haIoyu23364sXLhQ2b59u7JmzRrl9ttvVxwOh/L+++8rimKf60JRkvdFT18XthAqiqIojzzyiDJ48GDF6/UqU6dOVRYvXtzbTeoRLr30UqWsrEzxer3KgAEDlEsvvVTZsmWL+n5bW5vyox/9SMnPz1cyMjKUiy66SNm7d28vtrj7+PjjjxUAcT9XXXWVoijRFOU77rhDKSkpUdLS0pQZM2YolZWVun0cOHBAufzyy5WsrCwlJydHufrqq5WmpqZeOJrDI1lftLa2KmeddZbSr18/xePxKEOGDFGuvfbaOCF/tPSFWT8AUJ566il1m87cFzt27FDOOeccxefzKUVFRcpPf/pTJRgM9vDRHB4d9UVVVZVy2mmnKQUFBUpaWpoyYsQI5bbbbtPVy1CUo6MvFEVRvve97ylDhgxRvF6v0q9fP2XGjBmqSFEU+1wXipK8L3r6unAoiqKkZoMhhBBCCOkZjvoYFUIIIYRYFwoVQgghhPRZKFQIIYQQ0mehUCGEEEJIn4VChRBCCCF9FgoVQgghhPRZKFQIIYQQ0mehUCGEEEJIn4VChRBCCCF9FgoVQgghhPRZKFQIIYQQ0mehUCGEEEJIn+X/A+DIF9LKRqgZAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sssEst = np.zeros(336)\n",
    "for NID1 in range(335):\n",
    "    ncellid = (3*NID1) + detected_NID2\n",
    "    sssRef = nrSSS(ncellid)\n",
    "    sssEst[NID1] = np.abs(np.vdot(sssRx, sssRef))\n",
    "\n",
    "detected_NID1 = np.argmax(sssEst)\n",
    "detected_NID = detected_NID1*3 + detected_NID2\n",
    "print(f'detected NID1 is {detected_NID1}')\n",
    "print(f'detected NID is {detected_NID}')\n",
    "plt.plot(sssEst)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ibar_SSB is 1\n"
     ]
    }
   ],
   "source": [
    "dmrsIndices = nrPBCHDMRSIndices(detected_NID, style='matlab')\n",
    "xcorrPBCHDMRS = np.empty(7)\n",
    "for ibar_SSB in range(7):\n",
    "    PBCHDMRS = nrPBCHDMRS(detected_NID, ibar_SSB)\n",
    "    xcorrPBCHDMRS[ibar_SSB] = np.abs(np.vdot(nrExtractResources(dmrsIndices, rxGrid), PBCHDMRS))\n",
    "ibar_SSB = np.argmax(np.abs(xcorrPBCHDMRS))\n",
    "\n",
    "plt.plot(np.abs(xcorrPBCHDMRS))\n",
    "plt.title('PBCH correlations for different ibar_SSB')\n",
    "plt.show()\n",
    "print(f'ibar_SSB is {ibar_SSB}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.70710678+0.70710678j, -0.70710678+0.70710678j,\n",
       "        0.70710678-0.70710678j, -0.70710678+0.70710678j,\n",
       "       -0.70710678-0.70710678j, -0.70710678+0.70710678j,\n",
       "        0.70710678+0.70710678j,  0.70710678+0.70710678j,\n",
       "       -0.70710678+0.70710678j, -0.70710678-0.70710678j,\n",
       "       -0.70710678-0.70710678j,  0.70710678-0.70710678j,\n",
       "        0.70710678+0.70710678j, -0.70710678+0.70710678j,\n",
       "       -0.70710678+0.70710678j, -0.70710678+0.70710678j,\n",
       "       -0.70710678+0.70710678j,  0.70710678-0.70710678j,\n",
       "        0.70710678-0.70710678j, -0.70710678-0.70710678j,\n",
       "       -0.70710678-0.70710678j, -0.70710678-0.70710678j,\n",
       "        0.70710678-0.70710678j,  0.70710678-0.70710678j,\n",
       "        0.70710678-0.70710678j, -0.70710678+0.70710678j,\n",
       "       -0.70710678-0.70710678j, -0.70710678-0.70710678j,\n",
       "        0.70710678+0.70710678j, -0.70710678-0.70710678j,\n",
       "       -0.70710678+0.70710678j, -0.70710678-0.70710678j,\n",
       "        0.70710678+0.70710678j,  0.70710678+0.70710678j,\n",
       "       -0.70710678+0.70710678j, -0.70710678+0.70710678j,\n",
       "        0.70710678+0.70710678j, -0.70710678-0.70710678j,\n",
       "       -0.70710678-0.70710678j, -0.70710678+0.70710678j,\n",
       "       -0.70710678-0.70710678j, -0.70710678-0.70710678j,\n",
       "       -0.70710678-0.70710678j, -0.70710678-0.70710678j,\n",
       "        0.70710678+0.70710678j,  0.70710678-0.70710678j,\n",
       "       -0.70710678+0.70710678j, -0.70710678+0.70710678j,\n",
       "        0.70710678+0.70710678j,  0.70710678-0.70710678j,\n",
       "        0.70710678-0.70710678j,  0.70710678+0.70710678j,\n",
       "       -0.70710678+0.70710678j, -0.70710678+0.70710678j,\n",
       "        0.70710678-0.70710678j, -0.70710678-0.70710678j,\n",
       "        0.70710678-0.70710678j,  0.70710678-0.70710678j,\n",
       "       -0.70710678+0.70710678j, -0.70710678+0.70710678j,\n",
       "        0.70710678-0.70710678j, -0.70710678-0.70710678j,\n",
       "        0.70710678+0.70710678j,  0.70710678-0.70710678j,\n",
       "       -0.70710678+0.70710678j,  0.70710678+0.70710678j,\n",
       "        0.70710678+0.70710678j, -0.70710678-0.70710678j,\n",
       "        0.70710678-0.70710678j, -0.70710678-0.70710678j,\n",
       "       -0.70710678+0.70710678j, -0.70710678-0.70710678j,\n",
       "        0.70710678+0.70710678j,  0.70710678-0.70710678j,\n",
       "       -0.70710678-0.70710678j, -0.70710678+0.70710678j,\n",
       "       -0.70710678-0.70710678j,  0.70710678+0.70710678j,\n",
       "       -0.70710678+0.70710678j,  0.70710678+0.70710678j,\n",
       "        0.70710678-0.70710678j, -0.70710678-0.70710678j,\n",
       "        0.70710678-0.70710678j, -0.70710678+0.70710678j,\n",
       "       -0.70710678-0.70710678j,  0.70710678+0.70710678j,\n",
       "        0.70710678-0.70710678j, -0.70710678-0.70710678j,\n",
       "        0.70710678-0.70710678j,  0.70710678+0.70710678j,\n",
       "        0.70710678-0.70710678j,  0.70710678-0.70710678j,\n",
       "        0.70710678+0.70710678j,  0.70710678-0.70710678j,\n",
       "        0.70710678+0.70710678j, -0.70710678+0.70710678j,\n",
       "        0.70710678-0.70710678j,  0.70710678-0.70710678j,\n",
       "        0.70710678-0.70710678j,  0.70710678+0.70710678j,\n",
       "       -0.70710678-0.70710678j, -0.70710678-0.70710678j,\n",
       "        0.70710678-0.70710678j,  0.70710678+0.70710678j,\n",
       "        0.70710678-0.70710678j,  0.70710678+0.70710678j,\n",
       "        0.70710678+0.70710678j, -0.70710678-0.70710678j,\n",
       "        0.70710678-0.70710678j, -0.70710678+0.70710678j,\n",
       "       -0.70710678-0.70710678j, -0.70710678+0.70710678j,\n",
       "       -0.70710678-0.70710678j, -0.70710678+0.70710678j,\n",
       "        0.70710678+0.70710678j,  0.70710678+0.70710678j,\n",
       "        0.70710678+0.70710678j,  0.70710678-0.70710678j,\n",
       "        0.70710678-0.70710678j, -0.70710678+0.70710678j,\n",
       "       -0.70710678+0.70710678j, -0.70710678+0.70710678j,\n",
       "        0.70710678-0.70710678j,  0.70710678+0.70710678j,\n",
       "       -0.70710678-0.70710678j,  0.70710678-0.70710678j,\n",
       "       -0.70710678+0.70710678j,  0.70710678-0.70710678j,\n",
       "       -0.70710678+0.70710678j,  0.70710678+0.70710678j,\n",
       "       -0.70710678+0.70710678j,  0.70710678+0.70710678j,\n",
       "       -0.70710678+0.70710678j, -0.70710678+0.70710678j,\n",
       "       -0.70710678+0.70710678j, -0.70710678+0.70710678j,\n",
       "       -0.70710678+0.70710678j,  0.70710678-0.70710678j,\n",
       "        0.70710678-0.70710678j, -0.70710678-0.70710678j,\n",
       "       -0.70710678+0.70710678j, -0.70710678+0.70710678j,\n",
       "        0.70710678+0.70710678j,  0.70710678+0.70710678j])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "refGrid = np.zeros((nrbSSB*12, 4), 'complex')\n",
    "dmrsIndices = nrPBCHDMRSIndices(detected_NID)\n",
    "\n",
    "\n",
    "nrSetResources(dmrsIndices, refGrid, nrPBCHDMRS(detected_NID, ibar_SSB))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.95, 'wiped PBCHDMRS symbols')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "PBCHDMRS_wiped = nrExtractResources(dmrsIndices, rxGrid) / nrExtractResources(dmrsIndices, refGrid)\n",
    "\n",
    "fig, axs = plt.subplots(1, 1, figsize=(5, 5), facecolor='w', sharex=True, sharey=True)\n",
    "axs.plot(PBCHDMRS_wiped.real, PBCHDMRS_wiped.imag, '.')\n",
    "axs.add_patch(plt.Circle((0, 0), 1, color='red', fill=False, linewidth=1, linestyle=':'))\n",
    "axs.set_xticks([])\n",
    "axs.set_yticks([])\n",
    "        \n",
    "fig.subplots_adjust(hspace=0, wspace=0)\n",
    "fig.suptitle('wiped PBCHDMRS symbols', y=0.95)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/homebrew/lib/python3.11/site-packages/py3gpp/nrChannelEstimate.py:25: RuntimeWarning: divide by zero encountered in divide\n",
      "  normGrid = rxGrid / refGrid\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.patches as mpatches \n",
    "H, nVar = nrChannelEstimate(rxGrid = rxGrid, refGrid = refGrid)\n",
    "im = plt.imshow(np.abs(H), origin='lower', aspect='auto')\n",
    "values = np.linspace(np.min(np.abs(H)), np.max(np.abs(H)), 10)\n",
    "colors = [ im.cmap(im.norm(value)) for value in values]\n",
    "patches = [ mpatches.Patch(color=colors[i], label=\"Level {l}\".format(l=values[i]) ) for i in range(len(values))]\n",
    "plt.legend(handles=patches, bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
    "plt.show()\n",
    "\n",
    "im = plt.imshow(np.angle(H), origin='lower', aspect='auto')\n",
    "values = np.linspace(-np.pi, np.pi, 10)\n",
    "colors = [ im.cmap(im.norm(value)) for value in values]\n",
    "patches = [ mpatches.Patch(color=colors[i], label=\"Level {l}\".format(l=values[i]) ) for i in range(len(values))]\n",
    "plt.legend(handles=patches, bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.95, 'equilized PBCHDMRS symbols')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "PBCHDMRS_wiped = nrExtractResources(dmrsIndices, rxGrid/H)\n",
    "\n",
    "fig, axs = plt.subplots(1, 1, figsize=(5, 5), facecolor='w', sharex=True, sharey=True)\n",
    "axs.plot(PBCHDMRS_wiped.real, PBCHDMRS_wiped.imag, '.')\n",
    "axs.add_patch(plt.Circle((0, 0), 1, color='red', fill=False, linewidth=1, linestyle=':'))\n",
    "axs.set_xticks([])\n",
    "axs.set_yticks([])\n",
    "        \n",
    "fig.subplots_adjust(hspace=0, wspace=0)\n",
    "fig.suptitle('equilized PBCHDMRS symbols', y=0.95)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "evm = 0.4317361869771403\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0.95, 'equilized PBCH symbols\\nevm = 0.432')"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pbchIndices = nrPBCHIndices(detected_NID)\n",
    "pbch_eqed, csi = nrEqualizeMMSE(nrExtractResources(pbchIndices, rxGrid), nrExtractResources(pbchIndices, H), nVar)\n",
    "\n",
    "fig, axs = plt.subplots(1, 1, figsize=(5, 5), facecolor='w', sharex=True, sharey=True)\n",
    "axs.plot(pbch_eqed.real, pbch_eqed.imag, '.')\n",
    "axs.add_patch(plt.Circle((0, 0), 1, color='red', fill=False, linewidth=1, linestyle=':'))\n",
    "axs.set_xticks([])\n",
    "axs.set_yticks([])\n",
    "        \n",
    "fig.subplots_adjust(hspace=0, wspace=0)\n",
    "evm = np.sum(np.abs(pbch_eqed - nrSymbolModulate(nrSymbolDemodulate(pbch_eqed, 'QPSK', 1, 'hard'), 'QPSK'))) / pbch_eqed.shape[0]\n",
    "print(f'evm = {evm}')\n",
    "fig.suptitle(f'equilized PBCH symbols\\nevm = {evm:.03f}', y=0.95)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "nrPolarDecode: PBCH CRC ok\n",
      "lsbotfsfn=[0 1 1 0], hrf=0, msbidxoffset=0\n"
     ]
    }
   ],
   "source": [
    "pbchBits = nrSymbolDemodulate(pbch_eqed, 'QPSK', nVar, 'soft')\n",
    "E = 864\n",
    "v = ibar_SSB\n",
    "scrambling_seq = nrPBCHPRBS(detected_NID, v, E)\n",
    "scrambling_seq_bpsk = (-1)*scrambling_seq*2 + 1\n",
    "pbchBits_descrambled = pbchBits * scrambling_seq_bpsk\n",
    "pbchBits_csi = pbchBits_descrambled * np.repeat(csi, 2)\n",
    "\n",
    "A = 32\n",
    "P = 24\n",
    "K = A+P\n",
    "N = 512 # calculated according to Section 5.3.1 of 3GPP TS 38.212\n",
    "decIn = nrRateRecoverPolar(pbchBits_csi, K, N, False, discardRepetition=False)\n",
    "\n",
    "if True:\n",
    "    decoded = nrPolarDecode(decIn, K, 0, 0)\n",
    "\n",
    "    # check CRC\n",
    "    decoded3, crc_result, payload, lsbotfsfn, hrf, msbidxoffset = nrBCHDecode(pbchBits_csi,8,0,detected_NID)\n",
    "    if crc_result == 0:\n",
    "        print(\"nrPolarDecode: PBCH CRC ok\")\n",
    "        print(f\"lsbotfsfn={lsbotfsfn}, hrf={hrf}, msbidxoffset={msbidxoffset}\")\n",
    "    else:\n",
    "        print(\"nrPolarDecode: PBCH CRC failed\")    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  },
  "vscode": {
   "interpreter": {
    "hash": "b0fa6594d8f4cbf19f97940f81e996739fb7646882a419484c72d19e05852a7e"
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 },
 "nbformat": 4,
 "nbformat_minor": 2
}
